Reallocations in teams of UAVs using dynamic programming and mixed initiative interactions

E. Pereira, J. Sousa
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引用次数: 2

Abstract

We discuss the problem of dynamic reallocation of vehicles among teams of Unmanned Air Vehicles (UAV) executing concurrently. Each team addresses a task that consists of a sequence of subtasks to be executed in an adversary environment, where the vehicles face the risk of becoming inoperative. Our approach consists on separating the problem into a planning procedure followed by an optimal control problem, which is solved using stochastic dynamic programming (DP). We consider mixed-initiative interactions, where human operators are able to tune parameters of the problem according to their experience. The main goal of execution control is to balance the performance of teams in order to increase the success of the overall mission.
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基于动态规划和混合主动交互的无人机团队再分配
讨论了并行执行的无人飞行器(UAV)团队之间的车辆动态再分配问题。每个小组处理一个由一系列子任务组成的任务,这些任务将在敌对环境中执行,在这种环境中,车辆面临着失效的风险。我们的方法包括将问题分解为一个规划过程,然后是一个最优控制问题,该问题使用随机动态规划(DP)来解决。我们考虑混合主动交互,其中人类操作员能够根据他们的经验调整问题的参数。执行控制的主要目标是平衡团队的绩效,以增加整个任务的成功。
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